Get_Lt_10_Words.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "da67036f-60aa-4da8-a7ca-14897afef6a0",
   "metadata": {},
   "source": [
    "# Get_Lt_10_Words.ipynb\n",
    "This notebook:\n",
    "* Obtains basic summary statistics for podcasts with 0 words or less than 10 words. \n",
    "* Displays podcasts with 0 words or less than 10 words for analysis. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "32c3eef8-ef76-4ab5-8735-1c5b682f6c94",
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>82601.000000</td>\n",
       "      <td>82601.000000</td>\n",
       "      <td>82601.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>52733.532996</td>\n",
       "      <td>40.437903</td>\n",
       "      <td>1682.654641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>30406.734353</td>\n",
       "      <td>20.097331</td>\n",
       "      <td>267.513855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>18.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>26444.000000</td>\n",
       "      <td>23.721117</td>\n",
       "      <td>1530.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>52777.000000</td>\n",
       "      <td>38.614783</td>\n",
       "      <td>1702.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>79085.000000</td>\n",
       "      <td>54.848433</td>\n",
       "      <td>1859.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>105359.000000</td>\n",
       "      <td>304.953900</td>\n",
       "      <td>2650.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Unnamed: 0      duration  transcript_length\n",
       "count   82601.000000  82601.000000       82601.000000\n",
       "mean    52733.532996     40.437903        1682.654641\n",
       "std     30406.734353     20.097331         267.513855\n",
       "min         0.000000     10.000000          18.000000\n",
       "25%     26444.000000     23.721117        1530.000000\n",
       "50%     52777.000000     38.614783        1702.000000\n",
       "75%     79085.000000     54.848433        1859.000000\n",
       "max    105359.000000    304.953900        2650.000000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import json\n",
    "import numpy as np\n",
    "\n",
    "import utils_general\n",
    "\n",
    "df = pd.read_csv(\"./csv/df.csv\")\n",
    "display(df.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a80e3298-a56a-489d-94f0-03f01b4b456f",
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       "      <th>count</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>53022.523810</td>\n",
       "      <td>54.641870</td>\n",
       "      <td>2.619048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>33662.781288</td>\n",
       "      <td>16.232946</td>\n",
       "      <td>2.246691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10595.000000</td>\n",
       "      <td>15.512867</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>23717.000000</td>\n",
       "      <td>61.421417</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>48815.000000</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>84339.000000</td>\n",
       "      <td>61.638533</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>103160.000000</td>\n",
       "      <td>79.162633</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "          Unnamed: 0   duration  transcript_length\n",
       "count      21.000000  21.000000          21.000000\n",
       "mean    53022.523810  54.641870           2.619048\n",
       "std     33662.781288  16.232946           2.246691\n",
       "min     10595.000000  15.512867           1.000000\n",
       "25%     23717.000000  61.421417           1.000000\n",
       "50%     48815.000000  61.623050           2.000000\n",
       "75%     84339.000000  61.638533           4.000000\n",
       "max    103160.000000  79.162633           8.000000"
      ]
     },
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     "output_type": "display_data"
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10595</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:0mNom12YL2HFyOTMng1lLw</td>\n",
       "      <td>#195 Rain Sound and Rainforest Animals Sound 🌳🦌</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>0mNom12YL2HFyOTMng1lLw</td>\n",
       "      <td>en</td>\n",
       "      <td>so Oh. So, Yeah.</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12961</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:0x072CCRr2Y6bif8Sei7v4</td>\n",
       "      <td>#214 Deluxe Rough Ear Massage 👂🏻✨ | ASMR PODCAST</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.421417</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>0x072CCRr2Y6bif8Sei7v4</td>\n",
       "      <td>en</td>\n",
       "      <td>Okay.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14775</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:15ip6M7Acy7tus5kUFwKWr</td>\n",
       "      <td>ASMR Tapping with Long Nails</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.877700</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>15ip6M7Acy7tus5kUFwKWr</td>\n",
       "      <td>en</td>\n",
       "      <td>you</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17231</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:1GuHpnlD29i49yZdMW8MG5</td>\n",
       "      <td>#154 | Tingly Triggers on the Mic to help you ...</td>\n",
       "      <td>Relax ✨  Get in touch with me via the Messenge...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>1GuHpnlD29i49yZdMW8MG5</td>\n",
       "      <td>en</td>\n",
       "      <td>you</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>18258</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:1LagjxsfoFozT4xhRmt7r1</td>\n",
       "      <td>ASMR Making Different Sounds with my Mouth</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>79.162633</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>1LagjxsfoFozT4xhRmt7r1</td>\n",
       "      <td>en</td>\n",
       "      <td>ASMR. ASMR. ASMR ASMR ASMR ASMR stop, stop</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>23717</td>\n",
       "      <td>spotify:show:2cPkqvrq0PYBh9Wd4MnbV2</td>\n",
       "      <td>Asmr Art</td>\n",
       "      <td>We’re glad you found Asmr Art. This is somethi...</td>\n",
       "      <td>Asmr Art</td>\n",
       "      <td>https://anchor.fm/s/72543cc/podcast/rss</td>\n",
       "      <td>spotify:episode:1kHpkpzKaRfG36vEN40mie</td>\n",
       "      <td>No talking~ tapping, typing, foam and sticky s...</td>\n",
       "      <td>In this podcast there will be typing, using a ...</td>\n",
       "      <td>27.473083</td>\n",
       "      <td>show_2cPkqvrq0PYBh9Wd4MnbV2</td>\n",
       "      <td>1kHpkpzKaRfG36vEN40mie</td>\n",
       "      <td>en</td>\n",
       "      <td>so you.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>25318</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:1raa742eHxysEhd058vEPZ</td>\n",
       "      <td>ASMR Whispering “Pluck”</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.638533</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>1raa742eHxysEhd058vEPZ</td>\n",
       "      <td>en</td>\n",
       "      <td>Okay. Thank you. Bye.</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>26607</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:1xbfj2c5jvMRUyDtDL2GoN</td>\n",
       "      <td>#153 | Slime Sounds 🧫 Crayon Sounds ✏️ + Tappi...</td>\n",
       "      <td>some various mixed sounds 🗣  Get in touch with...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>1xbfj2c5jvMRUyDtDL2GoN</td>\n",
       "      <td>en</td>\n",
       "      <td>Okay. Bye!</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>32099</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:2MAIvmYyUEQssbZ4DtbysB</td>\n",
       "      <td>#102 Ear Eating &amp; Mouth Sound | Tingle Firework</td>\n",
       "      <td>Enjoy the tingleeees ❣️  if you have any speci...</td>\n",
       "      <td>20.470850</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>2MAIvmYyUEQssbZ4DtbysB</td>\n",
       "      <td>en</td>\n",
       "      <td>you</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>33625</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:2T17GrnyBsP5jD6ZpoAfbD</td>\n",
       "      <td>ASMR Breathing Very Close to the Microphone</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.691933</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>2T17GrnyBsP5jD6ZpoAfbD</td>\n",
       "      <td>en</td>\n",
       "      <td>ROAR! ROAR! Bye. Woo! Bye. Bye bye. Bye.</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>48815</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:3ZmNGVffuRJIMbqhG5HDBx</td>\n",
       "      <td>ASMR Smacking Lips with Lip Balm</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.622283</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>3ZmNGVffuRJIMbqhG5HDBx</td>\n",
       "      <td>en</td>\n",
       "      <td>the world.</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>58259</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:4HG4TAqQQ2814qLBzyIJsM</td>\n",
       "      <td>#220 Pure Scratching For Deep Tingles ✨</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>4HG4TAqQQ2814qLBzyIJsM</td>\n",
       "      <td>en</td>\n",
       "      <td>Okay.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>66030</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:4rbyGMyxJ5VxWOjlqunwKo</td>\n",
       "      <td>#113 | Wanna sleep fast? 💤 LISTEN NOW! ✨</td>\n",
       "      <td>No words needed!  Enjoy the rhythm s of tingle...</td>\n",
       "      <td>45.721633</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>4rbyGMyxJ5VxWOjlqunwKo</td>\n",
       "      <td>en</td>\n",
       "      <td>Bye.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>77093</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:5g76obtiedtDm5RSW9W1fA</td>\n",
       "      <td>#200 ASMR XXL Ear &amp; Head Massage with Lotion 👂...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>5g76obtiedtDm5RSW9W1fA</td>\n",
       "      <td>en</td>\n",
       "      <td>I'm</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>81471</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:60RepvQdPvlThACMJkR5Tr</td>\n",
       "      <td>ASMR Making Sound Effects with my Mouth</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.673367</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>60RepvQdPvlThACMJkR5Tr</td>\n",
       "      <td>en</td>\n",
       "      <td>Thank you. Shoop.</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>84339</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:6DzVavecP7C1CoW0QMApP1</td>\n",
       "      <td>#170 | Fall Asleep 😴 to Mic Scratching 🎙 🤚🏻 | ...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>6DzVavecP7C1CoW0QMApP1</td>\n",
       "      <td>en</td>\n",
       "      <td>Okay.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>86805</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:6PUZPoD8zJywoPY2oZQCoa</td>\n",
       "      <td>#169 | Fast Tapping 🙌🏼 &amp; ASMR Brain 🧠Tingling ...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>6PUZPoD8zJywoPY2oZQCoa</td>\n",
       "      <td>en</td>\n",
       "      <td>Oh,</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>94742</td>\n",
       "      <td>spotify:show:6IMqgBkB8ZPLUU370jMMUW</td>\n",
       "      <td>High Quality ASMR</td>\n",
       "      <td>On this podcast only high quality ASMR! Most a...</td>\n",
       "      <td>Mr. Blue</td>\n",
       "      <td>https://anchor.fm/s/c78c3a8/podcast/rss</td>\n",
       "      <td>spotify:episode:70Djm0JjlhBMM4ITJBetxk</td>\n",
       "      <td>Binaural ASMR iPhone 6 Unboxing Relaxation - P...</td>\n",
       "      <td>😴 Full Videos on Youtube ASMR: https://www.you...</td>\n",
       "      <td>15.512867</td>\n",
       "      <td>show_6IMqgBkB8ZPLUU370jMMUW</td>\n",
       "      <td>70Djm0JjlhBMM4ITJBetxk</td>\n",
       "      <td>en</td>\n",
       "      <td>It's Nate. Okay. 64 gigabytes.</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>98752</td>\n",
       "      <td>spotify:show:6eWF7YFiU3nKxl3ABpd1CT</td>\n",
       "      <td>bluemind ASMR</td>\n",
       "      <td>Welcome to bluemind ASMR, your personal relaxa...</td>\n",
       "      <td>blue skies</td>\n",
       "      <td>https://anchor.fm/s/5623770/podcast/rss</td>\n",
       "      <td>spotify:episode:7IQzlgLwcJcK0gh80xtmxj</td>\n",
       "      <td>super intense tapping and scratching with whis...</td>\n",
       "      <td>Welcome to bluemind ASMR, your personal relaxa...</td>\n",
       "      <td>34.290500</td>\n",
       "      <td>show_6eWF7YFiU3nKxl3ABpd1CT</td>\n",
       "      <td>7IQzlgLwcJcK0gh80xtmxj</td>\n",
       "      <td>en</td>\n",
       "      <td>Stereo, stereo, stereo. Plastic, plastic.</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>98821</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:7Il8qVIvg8XgPwacxCpnXi</td>\n",
       "      <td>ASMR Tapping and Scratching a Tissue Box</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.938067</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>7Il8qVIvg8XgPwacxCpnXi</td>\n",
       "      <td>en</td>\n",
       "      <td>Peace.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>103160</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:7pUqGfFatoxoescmDTIrRR</td>\n",
       "      <td>#180 | ASMR DEEP Brain 🧠 Scalp Massage for Sle...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>7pUqGfFatoxoescmDTIrRR</td>\n",
       "      <td>en</td>\n",
       "      <td>you you</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
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       "16  #169 | Fast Tapping 🙌🏼 & ASMR Brain 🧠Tingling ...   \n",
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       "\n",
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       "15  show_3eITGq3E6Sw729dDvsOxHO  6DzVavecP7C1CoW0QMApP1       en   \n",
       "16  show_3eITGq3E6Sw729dDvsOxHO  6PUZPoD8zJywoPY2oZQCoa       en   \n",
       "17  show_6IMqgBkB8ZPLUU370jMMUW  70Djm0JjlhBMM4ITJBetxk       en   \n",
       "18  show_6eWF7YFiU3nKxl3ABpd1CT  7IQzlgLwcJcK0gh80xtmxj       en   \n",
       "19  show_3XZL6ig72Kzq3EykV5NUIz  7Il8qVIvg8XgPwacxCpnXi       en   \n",
       "20  show_3eITGq3E6Sw729dDvsOxHO  7pUqGfFatoxoescmDTIrRR       en   \n",
       "\n",
       "                                    transcript  transcript_length  \n",
       "0                             so Oh. So, Yeah.                  4  \n",
       "1                                        Okay.                  1  \n",
       "2                                          you                  1  \n",
       "3                                          you                  1  \n",
       "4   ASMR. ASMR. ASMR ASMR ASMR ASMR stop, stop                  8  \n",
       "5                                      so you.                  2  \n",
       "6                        Okay. Thank you. Bye.                  4  \n",
       "7                                   Okay. Bye!                  2  \n",
       "8                                          you                  1  \n",
       "9     ROAR! ROAR! Bye. Woo! Bye. Bye bye. Bye.                  8  \n",
       "10                                  the world.                  2  \n",
       "11                                       Okay.                  1  \n",
       "12                                        Bye.                  1  \n",
       "13                                         I'm                  1  \n",
       "14                           Thank you. Shoop.                  3  \n",
       "15                                       Okay.                  1  \n",
       "16                                         Oh,                  1  \n",
       "17              It's Nate. Okay. 64 gigabytes.                  5  \n",
       "18   Stereo, stereo, stereo. Plastic, plastic.                  5  \n",
       "19                                      Peace.                  1  \n",
       "20                                     you you                  2  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./csv/less_than_10_words_df.csv\")\n",
    "display(df.describe())\n",
    "display(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7c5e96e5-2cac-43b8-8d8b-7da33bb1fbe6",
   "metadata": {},
   "outputs": [
    {
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       "      <th>duration</th>\n",
       "      <th>transcript</th>\n",
       "      <th>transcript_length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>25.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>57982.120000</td>\n",
       "      <td>55.716994</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>30709.783534</td>\n",
       "      <td>13.330657</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4399.000000</td>\n",
       "      <td>14.448600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>30623.000000</td>\n",
       "      <td>61.424900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
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       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>104399.000000</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Unnamed: 0   duration  transcript  transcript_length\n",
       "count      25.000000  25.000000         0.0               25.0\n",
       "mean    57982.120000  55.716994         NaN                0.0\n",
       "std     30709.783534  13.330657         NaN                0.0\n",
       "min      4399.000000  14.448600         NaN                0.0\n",
       "25%     30623.000000  61.424900         NaN                0.0\n",
       "50%     66486.000000  61.623050         NaN                0.0\n",
       "75%     82833.000000  61.623050         NaN                0.0\n",
       "max    104399.000000  65.386233         NaN                0.0"
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       "  <thead>\n",
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       "      <th>Unnamed: 0</th>\n",
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       "      <th>show_name</th>\n",
       "      <th>show_description</th>\n",
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       "      <th>rss_link</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4399</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:0JtXumFjIpTxz4erLXyyjF</td>\n",
       "      <td>#190 Tapping for Sleep-Relaxation 👉🏼👈🏼</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>58.921800</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>0JtXumFjIpTxz4erLXyyjF</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6304</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:0SmaZuK9mJhyw2K9ZOlGVj</td>\n",
       "      <td>#164 | 🙌🏼Sensitive Tapping x 🍹Bartender Sounds...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>0SmaZuK9mJhyw2K9ZOlGVj</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7497</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:0YEeadh7vJ0oUPoeZ48OAO</td>\n",
       "      <td>ASMR Breathing</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>62.511600</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>0YEeadh7vJ0oUPoeZ48OAO</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23606</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:1jnm4BiTiELbcH5PjQHqEF</td>\n",
       "      <td>#145 | 🍫 Chocolate Sounds (Tapping &amp; Cutting)</td>\n",
       "      <td>You love chocolate? Then this one is for you 😏...</td>\n",
       "      <td>61.612983</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>1jnm4BiTiELbcH5PjQHqEF</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29404</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:2AELiKa0UopGSf64v9xcKT</td>\n",
       "      <td>#177 | Charming Tapping 😏 | ASMR PODCAST</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>2AELiKa0UopGSf64v9xcKT</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>30154</td>\n",
       "      <td>spotify:show:6eWF7YFiU3nKxl3ABpd1CT</td>\n",
       "      <td>bluemind ASMR</td>\n",
       "      <td>Welcome to bluemind ASMR, your personal relaxa...</td>\n",
       "      <td>blue skies</td>\n",
       "      <td>https://anchor.fm/s/5623770/podcast/rss</td>\n",
       "      <td>spotify:episode:2DjYkIkUgzKMJFfuLbg8yG</td>\n",
       "      <td>fast, varied tapping and nonsense whispers</td>\n",
       "      <td>Welcome to bluemind ASMR, your personal relaxa...</td>\n",
       "      <td>31.170183</td>\n",
       "      <td>show_6eWF7YFiU3nKxl3ABpd1CT</td>\n",
       "      <td>2DjYkIkUgzKMJFfuLbg8yG</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>30623</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:2FlQAFqNTQ7cxog4oCDPML</td>\n",
       "      <td>#176 | Diamonds Sounds 💎 (Crystals, Beads, Ice...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>2FlQAFqNTQ7cxog4oCDPML</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>32482</td>\n",
       "      <td>spotify:show:0OBHX9ti3cAtHa3LArLCUH</td>\n",
       "      <td>Clemson FCA Thursday Nights</td>\n",
       "      <td>All sermons from Clemson FCA starting fall of ...</td>\n",
       "      <td>Clemson FCA</td>\n",
       "      <td>https://anchor.fm/s/e6646b8/podcast/rss</td>\n",
       "      <td>spotify:episode:2NpLSFRBsrkhQvZnvG8IL6</td>\n",
       "      <td>1/9/20 Matt Williams @ Clemson FCA</td>\n",
       "      <td>Matt Williams from Grace Church.</td>\n",
       "      <td>38.861933</td>\n",
       "      <td>show_0OBHX9ti3cAtHa3LArLCUH</td>\n",
       "      <td>2NpLSFRBsrkhQvZnvG8IL6</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>33354</td>\n",
       "      <td>spotify:show:6YLSgDcHmXpXAtLMm7wY3V</td>\n",
       "      <td>Malibu’s ASMR</td>\n",
       "      <td>Hey!!!Im new in this sooo I’m going to some as...</td>\n",
       "      <td>stacy malibu</td>\n",
       "      <td>https://anchor.fm/s/8637920/podcast/rss</td>\n",
       "      <td>spotify:episode:2RmhdMQClADQTFoQN3OwJR</td>\n",
       "      <td>ASMR #2 tapping, mouth sounds, inaudible brush...</td>\n",
       "      <td>Nothing to say</td>\n",
       "      <td>14.448600</td>\n",
       "      <td>show_6YLSgDcHmXpXAtLMm7wY3V</td>\n",
       "      <td>2RmhdMQClADQTFoQN3OwJR</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>56154</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:47V2MwaUVV5hprccViwyWc</td>\n",
       "      <td>#128 | 30+ TAPPING SOUNDS! ☝🏼🙌🏼🙏🏻</td>\n",
       "      <td>One new episode full of tapping sounds, hope y...</td>\n",
       "      <td>61.445800</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>47V2MwaUVV5hprccViwyWc</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62278</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:4a0q67RXuCiYLJdg3LqFBg</td>\n",
       "      <td>#228 Tapping &amp; Scratching Explosion for BETTER...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>4a0q67RXuCiYLJdg3LqFBg</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>64050</td>\n",
       "      <td>spotify:show:6eWF7YFiU3nKxl3ABpd1CT</td>\n",
       "      <td>bluemind ASMR</td>\n",
       "      <td>Welcome to bluemind ASMR, your personal relaxa...</td>\n",
       "      <td>blue skies</td>\n",
       "      <td>https://anchor.fm/s/5623770/podcast/rss</td>\n",
       "      <td>spotify:episode:4iOiXouvYpgEeDxfIW104y</td>\n",
       "      <td>gentle breathing and ear-blowing with some sem...</td>\n",
       "      <td>Welcome to bluemind ASMR, your personal relaxa...</td>\n",
       "      <td>61.817033</td>\n",
       "      <td>show_6eWF7YFiU3nKxl3ABpd1CT</td>\n",
       "      <td>4iOiXouvYpgEeDxfIW104y</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>66486</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:4tk3zIRvjxiMudKxYgR6hm</td>\n",
       "      <td>#132 | Different Sounds Such As Ear 👂🏻 Massage...</td>\n",
       "      <td>A variety of different sounds 😴 If there is an...</td>\n",
       "      <td>61.615317</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>4tk3zIRvjxiMudKxYgR6hm</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>66596</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:4uD7UifsdkW2TmJaYZYe7m</td>\n",
       "      <td>ASMR Whispering “going” with lots of Mouth Noises</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>65.386233</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>4uD7UifsdkW2TmJaYZYe7m</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>66726</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:4ukORC3yJ6LhIBG0qpH1pl</td>\n",
       "      <td>#191 FOREST AT NIGHT 🌲🌃 - Crickets Owls Rain W...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.821583</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>4ukORC3yJ6LhIBG0qpH1pl</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>67385</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:4xgLFlNi4F7N26OaVQSRKs</td>\n",
       "      <td>#119 | Theater of Sounds 🎭👂🏻</td>\n",
       "      <td>Enjoy some relaxing scratching, rolling and ta...</td>\n",
       "      <td>46.421717</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>4xgLFlNi4F7N26OaVQSRKs</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>73971</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:5Rvdb3QSnGNtXJFjmYGr6f</td>\n",
       "      <td>#206 Bath Bomb 🛀🏻 x Water Sounds 💦 ASMR</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>5Rvdb3QSnGNtXJFjmYGr6f</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>79250</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:5qNWvTEwCUf6TsEs8j6i5I</td>\n",
       "      <td>ASMR Whispering “pop”</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>62.332800</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>5qNWvTEwCUf6TsEs8j6i5I</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>82833</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:66eTuwoKLFQSDkMnBaXtmF</td>\n",
       "      <td>ASMR Making “K” Sound with Mouth</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.622283</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>66eTuwoKLFQSDkMnBaXtmF</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>88442</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:6Wpm24R9pALAMEj6H9wOM8</td>\n",
       "      <td>#106 | 25 Minutes of full Relaxation! Trigger ...</td>\n",
       "      <td>We are back with a brand new episode of tingle...</td>\n",
       "      <td>26.807433</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>6Wpm24R9pALAMEj6H9wOM8</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>92589</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:6q6dV09O5LFl89ets6spob</td>\n",
       "      <td>#204 Triggers for Deep Relaxation</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>6q6dV09O5LFl89ets6spob</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>93241</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:6tA7tbukwiTeBIWOIkLW8u</td>\n",
       "      <td>#198 ASMR TAPPING 100% 🙌🏼</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.619183</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>6tA7tbukwiTeBIWOIkLW8u</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>93294</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:6tQwTMvgBuixbxFZHOPMXl</td>\n",
       "      <td>#163 | Sensitive Tracing 👄Mouth Sounds and mor...</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.623050</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>6tQwTMvgBuixbxFZHOPMXl</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>94036</td>\n",
       "      <td>spotify:show:3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>THE ASMR PODCAST</td>\n",
       "      <td>Hey VIZZIONATORS, welcome back to another mile...</td>\n",
       "      <td>VIZZION ASMR</td>\n",
       "      <td>https://anchor.fm/s/3445658/podcast/rss</td>\n",
       "      <td>spotify:episode:6wrThMkMqilD7Z1WaZN0qD</td>\n",
       "      <td>#203 The Ultimate Tapping 🖖🏼💥🌪</td>\n",
       "      <td>Get in touch with me via the Messenger! Just c...</td>\n",
       "      <td>61.424900</td>\n",
       "      <td>show_3eITGq3E6Sw729dDvsOxHO</td>\n",
       "      <td>6wrThMkMqilD7Z1WaZN0qD</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>104399</td>\n",
       "      <td>spotify:show:3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>Premium ASMR</td>\n",
       "      <td>Follow us to enjoy hour long ASMR episodes tha...</td>\n",
       "      <td>ASMR</td>\n",
       "      <td>https://anchor.fm/s/37e2590/podcast/rss</td>\n",
       "      <td>spotify:episode:7vWQGWi5alnTsFQUMkNW1G</td>\n",
       "      <td>ASMR Tapping/Drumming on a Table</td>\n",
       "      <td>If you enjoyed this ASMR make sure to leave us...</td>\n",
       "      <td>61.722117</td>\n",
       "      <td>show_3XZL6ig72Kzq3EykV5NUIz</td>\n",
       "      <td>7vWQGWi5alnTsFQUMkNW1G</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
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       "\n",
       "                      show_name  \\\n",
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       "\n",
       "                                     show_description     publisher  \\\n",
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       "8   Hey!!!Im new in this sooo I’m going to some as...  stacy malibu   \n",
       "9   Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "10  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "11  Welcome to bluemind ASMR, your personal relaxa...    blue skies   \n",
       "12  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "13  Follow us to enjoy hour long ASMR episodes tha...          ASMR   \n",
       "14  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "15  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "16  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "17  Follow us to enjoy hour long ASMR episodes tha...          ASMR   \n",
       "18  Follow us to enjoy hour long ASMR episodes tha...          ASMR   \n",
       "19  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "20  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "21  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "22  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "23  Hey VIZZIONATORS, welcome back to another mile...  VIZZION ASMR   \n",
       "24  Follow us to enjoy hour long ASMR episodes tha...          ASMR   \n",
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       "                                         episode_name  \\\n",
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       "12  #132 | Different Sounds Such As Ear 👂🏻 Massage...   \n",
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       "14  #191 FOREST AT NIGHT 🌲🌃 - Crickets Owls Rain W...   \n",
       "15                       #119 | Theater of Sounds 🎭👂🏻   \n",
       "16            #206 Bath Bomb 🛀🏻 x Water Sounds 💦 ASMR   \n",
       "17                              ASMR Whispering “pop”   \n",
       "18                   ASMR Making “K” Sound with Mouth   \n",
       "19  #106 | 25 Minutes of full Relaxation! Trigger ...   \n",
       "20                  #204 Triggers for Deep Relaxation   \n",
       "21                          #198 ASMR TAPPING 100% 🙌🏼   \n",
       "22  #163 | Sensitive Tracing 👄Mouth Sounds and mor...   \n",
       "23                     #203 The Ultimate Tapping 🖖🏼💥🌪   \n",
       "24                   ASMR Tapping/Drumming on a Table   \n",
       "\n",
       "                                  episode_description   duration  \\\n",
       "0   Get in touch with me via the Messenger! Just c...  58.921800   \n",
       "1   Get in touch with me via the Messenger! Just c...  61.623050   \n",
       "2   If you enjoyed this ASMR make sure to leave us...  62.511600   \n",
       "3   You love chocolate? Then this one is for you 😏...  61.612983   \n",
       "4   Get in touch with me via the Messenger! Just c...  61.623050   \n",
       "5   Welcome to bluemind ASMR, your personal relaxa...  31.170183   \n",
       "6   Get in touch with me via the Messenger! Just c...  61.623050   \n",
       "7                   Matt Williams from Grace Church.   38.861933   \n",
       "8                                     Nothing to say   14.448600   \n",
       "9   One new episode full of tapping sounds, hope y...  61.445800   \n",
       "10  Get in touch with me via the Messenger! Just c...  61.623050   \n",
       "11  Welcome to bluemind ASMR, your personal relaxa...  61.817033   \n",
       "12  A variety of different sounds 😴 If there is an...  61.615317   \n",
       "13  If you enjoyed this ASMR make sure to leave us...  65.386233   \n",
       "14  Get in touch with me via the Messenger! Just c...  61.821583   \n",
       "15  Enjoy some relaxing scratching, rolling and ta...  46.421717   \n",
       "16  Get in touch with me via the Messenger! Just c...  61.623050   \n",
       "17  If you enjoyed this ASMR make sure to leave us...  62.332800   \n",
       "18  If you enjoyed this ASMR make sure to leave us...  61.622283   \n",
       "19  We are back with a brand new episode of tingle...  26.807433   \n",
       "20  Get in touch with me via the Messenger! Just c...  61.623050   \n",
       "21  Get in touch with me via the Messenger! Just c...  61.619183   \n",
       "22  Get in touch with me via the Messenger! Just c...  61.623050   \n",
       "23  Get in touch with me via the Messenger! Just c...  61.424900   \n",
       "24  If you enjoyed this ASMR make sure to leave us...  61.722117   \n",
       "\n",
       "           show_filename_prefix episode_filename_prefix language  transcript  \\\n",
       "0   show_3eITGq3E6Sw729dDvsOxHO  0JtXumFjIpTxz4erLXyyjF       en         NaN   \n",
       "1   show_3eITGq3E6Sw729dDvsOxHO  0SmaZuK9mJhyw2K9ZOlGVj       en         NaN   \n",
       "2   show_3XZL6ig72Kzq3EykV5NUIz  0YEeadh7vJ0oUPoeZ48OAO       en         NaN   \n",
       "3   show_3eITGq3E6Sw729dDvsOxHO  1jnm4BiTiELbcH5PjQHqEF       en         NaN   \n",
       "4   show_3eITGq3E6Sw729dDvsOxHO  2AELiKa0UopGSf64v9xcKT       en         NaN   \n",
       "5   show_6eWF7YFiU3nKxl3ABpd1CT  2DjYkIkUgzKMJFfuLbg8yG       en         NaN   \n",
       "6   show_3eITGq3E6Sw729dDvsOxHO  2FlQAFqNTQ7cxog4oCDPML       en         NaN   \n",
       "7   show_0OBHX9ti3cAtHa3LArLCUH  2NpLSFRBsrkhQvZnvG8IL6       en         NaN   \n",
       "8   show_6YLSgDcHmXpXAtLMm7wY3V  2RmhdMQClADQTFoQN3OwJR       en         NaN   \n",
       "9   show_3eITGq3E6Sw729dDvsOxHO  47V2MwaUVV5hprccViwyWc       en         NaN   \n",
       "10  show_3eITGq3E6Sw729dDvsOxHO  4a0q67RXuCiYLJdg3LqFBg       en         NaN   \n",
       "11  show_6eWF7YFiU3nKxl3ABpd1CT  4iOiXouvYpgEeDxfIW104y       en         NaN   \n",
       "12  show_3eITGq3E6Sw729dDvsOxHO  4tk3zIRvjxiMudKxYgR6hm       en         NaN   \n",
       "13  show_3XZL6ig72Kzq3EykV5NUIz  4uD7UifsdkW2TmJaYZYe7m       en         NaN   \n",
       "14  show_3eITGq3E6Sw729dDvsOxHO  4ukORC3yJ6LhIBG0qpH1pl       en         NaN   \n",
       "15  show_3eITGq3E6Sw729dDvsOxHO  4xgLFlNi4F7N26OaVQSRKs       en         NaN   \n",
       "16  show_3eITGq3E6Sw729dDvsOxHO  5Rvdb3QSnGNtXJFjmYGr6f       en         NaN   \n",
       "17  show_3XZL6ig72Kzq3EykV5NUIz  5qNWvTEwCUf6TsEs8j6i5I       en         NaN   \n",
       "18  show_3XZL6ig72Kzq3EykV5NUIz  66eTuwoKLFQSDkMnBaXtmF       en         NaN   \n",
       "19  show_3eITGq3E6Sw729dDvsOxHO  6Wpm24R9pALAMEj6H9wOM8       en         NaN   \n",
       "20  show_3eITGq3E6Sw729dDvsOxHO  6q6dV09O5LFl89ets6spob       en         NaN   \n",
       "21  show_3eITGq3E6Sw729dDvsOxHO  6tA7tbukwiTeBIWOIkLW8u       en         NaN   \n",
       "22  show_3eITGq3E6Sw729dDvsOxHO  6tQwTMvgBuixbxFZHOPMXl       en         NaN   \n",
       "23  show_3eITGq3E6Sw729dDvsOxHO  6wrThMkMqilD7Z1WaZN0qD       en         NaN   \n",
       "24  show_3XZL6ig72Kzq3EykV5NUIz  7vWQGWi5alnTsFQUMkNW1G       en         NaN   \n",
       "\n",
       "    transcript_length  \n",
       "0                   0  \n",
       "1                   0  \n",
       "2                   0  \n",
       "3                   0  \n",
       "4                   0  \n",
       "5                   0  \n",
       "6                   0  \n",
       "7                   0  \n",
       "8                   0  \n",
       "9                   0  \n",
       "10                  0  \n",
       "11                  0  \n",
       "12                  0  \n",
       "13                  0  \n",
       "14                  0  \n",
       "15                  0  \n",
       "16                  0  \n",
       "17                  0  \n",
       "18                  0  \n",
       "19                  0  \n",
       "20                  0  \n",
       "21                  0  \n",
       "22                  0  \n",
       "23                  0  \n",
       "24                  0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./csv/zero_words_df.csv\")\n",
    "display(df.describe())\n",
    "display(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0931b6c-1a5b-4f77-bd21-69df603708f4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "display_name": "Python [conda env:fig_env]",
   "language": "python",
   "name": "conda-env-fig_env-py"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 "nbformat": 4,
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